{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image Augmentation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Image Augmentation augments datasets (especially small datasets) to train model. The way to do image augmentation is to transform images by different ways. In this notebook we demonstrate how to do image augmentation using Analytics ZOO APIs. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prepending /home/ding/anaconda3/envs/conda_py36/lib/python3.6/site-packages/bigdl/share/dllib/conf/spark-bigdl.conf to sys.path\n",
      "pyspark_submit_args is:  --driver-class-path /home/ding/anaconda3/envs/conda_py36/lib/python3.6/site-packages/bigdl/share/dllib/lib/bigdl-dllib-2.1.0-SNAPSHOT-jar-with-dependencies.jar pyspark-shell \n"
     ]
    }
   ],
   "source": [
    "from bigdl.dllib.nncontext import init_nncontext\n",
    "from bigdl.dllib.feature.image import *\n",
    "import cv2\n",
    "import numpy as np\n",
    "from IPython.display import Image, display\n",
    "sc = init_nncontext(\"Image Augmentation Example\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create LocalImageSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createLocalImageSet\n",
      "[array([[[ 33.,  32.,  34., ...,  79.,  79.,  80.],\n",
      "        [ 33.,  32.,  34., ...,  78.,  79.,  82.],\n",
      "        [ 34.,  33.,  34., ...,  78.,  78.,  81.],\n",
      "        ...,\n",
      "        [ 82.,  47.,  42., ...,  42.,  42.,  42.],\n",
      "        [100.,  58.,  46., ...,  43.,  43.,  43.],\n",
      "        [112.,  64.,  48., ...,  41.,  41.,  42.]],\n",
      "\n",
      "       [[ 56.,  55.,  57., ..., 102.,  99., 100.],\n",
      "        [ 56.,  55.,  57., ..., 101.,  99., 102.],\n",
      "        [ 57.,  56.,  57., ..., 100.,  98., 101.],\n",
      "        ...,\n",
      "        [114.,  79.,  74., ...,  75.,  75.,  75.],\n",
      "        [133.,  90.,  77., ...,  76.,  76.,  76.],\n",
      "        [143.,  97.,  79., ...,  74.,  74.,  75.]],\n",
      "\n",
      "       [[ 94.,  93.,  95., ..., 118., 117., 118.],\n",
      "        [ 94.,  93.,  95., ..., 117., 117., 120.],\n",
      "        [ 95.,  94.,  95., ..., 118., 116., 119.],\n",
      "        ...,\n",
      "        [133.,  98.,  97., ..., 108., 108., 108.],\n",
      "        [149., 109., 100., ..., 109., 109., 109.],\n",
      "        [158., 113., 100., ..., 107., 107., 108.]]], dtype=float32)]\n",
      "isDistributed:  False , isLocal:  True\n"
     ]
    }
   ],
   "source": [
    "# create LocalImageSet from an image\n",
    "local_image_set = ImageSet.read(\"image/test.jpg\")\n",
    "\n",
    "# create LocalImageSet from an image folder\n",
    "local_image_set = ImageSet.read(\"image/\")\n",
    "\n",
    "# create LocalImageSet from list of images\n",
    "image = cv2.imread(\"image/test.jpg\")\n",
    "local_image_set = LocalImageSet([image])\n",
    "\n",
    "print(local_image_set.get_image())\n",
    "print('isDistributed: ', local_image_set.is_distributed(), ', isLocal: ', local_image_set.is_local())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Create DistributedImageSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createDistributedImageSet\n",
      "PythonRDD[20] at RDD at PythonRDD.scala:53\n",
      "PythonRDD[21] at RDD at PythonRDD.scala:53\n",
      "isDistributed:  True , isLocal:  False\n",
      "total images: 1\n"
     ]
    }
   ],
   "source": [
    "# create DistributedImageSet from an image\n",
    "distributed_image_set = ImageSet.read(\"image/test.jpg\", sc, 2)\n",
    "\n",
    "# create DistributedImageSet from an image folder\n",
    "distributed_image_set = ImageSet.read(\"image/\", sc, 2)\n",
    "\n",
    "# create LocalImageSet from image rdd\n",
    "image = cv2.imread(\"image/test.jpg\")\n",
    "image_rdd = sc.parallelize([image], 2)\n",
    "label_rdd = sc.parallelize([np.array([1.0])], 2)\n",
    "distributed_image_set = DistributedImageSet(image_rdd, label_rdd)\n",
    "\n",
    "images_rdd = distributed_image_set.get_image()\n",
    "label_rdd = distributed_image_set.get_label()\n",
    "print(images_rdd)\n",
    "print(label_rdd)\n",
    "print('isDistributed: ', distributed_image_set.is_distributed(), ', isLocal: ', distributed_image_set.is_local())\n",
    "print('total images:', images_rdd.count())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transform images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"image/test.jpg\"\n",
    "    \n",
    "def transform_display(transformer, image_set):\n",
    "    out = transformer(image_set)\n",
    "    cv2.imwrite('/tmp/tmp.jpg', out.get_image(to_chw=False)[0])\n",
    "    display(Image(filename='/tmp/tmp.jpg'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Brightness\n",
    "Adjust the image brightness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageBrightness\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "brightness = ImageBrightness(0.0, 32.0)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(brightness, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hue\n",
    "Adjust image hue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageHue\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageHue(-18.0, 18.0)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saturation\n",
    "Adjust image saturation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageSaturation\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageSaturation(10.0, 20.0)\n",
    "image_set= ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ChannelOrder\n",
    "Random change the channel of an image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageChannelOrder\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageChannelOrder()\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ColorJitter\n",
    "Random adjust brightness, contrast, hue, saturation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageColorJitter\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageColorJitter()\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Resize\n",
    "Resize the roi(region of interest) according to scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageResize\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageResize(300, 300)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AspectScale\n",
    "Resize the image, keep the aspect ratio. scale according to the short edge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageAspectScale\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageAspectScale(200, max_size = 3000)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RandomAspectScale\n",
    "Resize the image by randomly choosing a scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageRandomAspectScale\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageRandomAspectScale([100, 300], max_size = 3000)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ChannelNormalize\n",
    "Image channel normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageChannelNormalize\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageChannelNormalize(20.0, 30.0, 40.0, 2.0, 3.0, 4.0)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PixelNormalize\n",
    "Pixel level normalizer, data(Pixel) = data(Pixel) - mean(Pixels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PixelNormalize takes nearly one and a half minutes. Please wait a moment.\n",
      "creating: createImagePixelNormalize\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 30.9 s, sys: 4.27 s, total: 35.2 s\n",
      "Wall time: 36.8 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "print(\"PixelNormalize takes nearly one and a half minutes. Please wait a moment.\")\n",
    "means = [2.0] * 3 * 500 * 375\n",
    "transformer = ImagePixelNormalize(means)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CenterCrop\n",
    "Crop a `cropWidth` x `cropHeight` patch from center of image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageCenterCrop\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageCenterCrop(200, 200)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RandomCrop\n",
    "Random crop a `cropWidth` x `cropHeight` patch from an image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageRandomCrop\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageRandomCrop(200, 200)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FixedCrop\n",
    "Crop a fixed area of image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageFixedCrop\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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gMDjPYD/OayvFGoQ6dIrpgv5BcjdxtBwePrWTV9iqbu7C20YYBivJGAPStqxREQHOAFA49AORWJp7M1qskrkF8OrAcY9BW3ZxFowyZORuTP6g1m207GzViysLQloBISM7gPVauWoV41Yj7px07UyOKOVUuoTwF2n/AHex/Gp9PCpLhh8rHGMcA1DdgSuTeQzRjH3l5znp710Gh3n2m1SYEBxw4PbHT86yEiYBkbggH8RU+mSSafcvEuBG+A7kdPQ/nis1PllYipDmjY2tUso4v9J3LtbAOBnNVYU+zrFcCIM0cpMTEe3Kn+dJp8s10Ht5mLShirfNgDHPA9auwxyX1o6FdpzmLnPzjp+fSk5amai1ZFJ9Pijj821yN2SccZyfu/T/ABqDycYkQHpg+v0rXgh2s4VicDcFzkDPBAH+8CKrTQqshjXoealvU6FqyhcWxVN+5QUAPI5OelS2UyxqbdyvzZIHpzzT7hHLKq88hSDzmqV4i2N9JbXcZjwQY29VIyT+ZqeY2SRr2r+ajSk/vAwzjsc8Gr+mzCKQLjDdcL0PvWVp0gQElxluCMcVraZbo7lmOMD5cd/alFkTSNSNk8woYwUl5H+z9Kzr228mcgFhgjJHfmtK3R5bYTxoW/hAHYev4dag1BXuYzJuA2Lh/U+4pyWlyI7lWyWHUoPsUxAWYhkbupP8X6UVBGptmDRthgBge3b+tFQp2Rs/ddj5PtFWd923aVOwej47n0rWgVNzoE+UoHUg9hw1ULF9uEe3YmSTeNi9PWta3hiiVJJCQgJDHHQHtX0kkebzE8ZikJYdQM4qYw+ahRhx246GodPtZYcKxJK5jk45HoD+lX44Ts+Z/mJ5+g7VjUsEdytZtIk2H5AyprR0xlgmNuTgNyuaqm3aCUzhTh8Hp3q4Y/tMPmwAF0IJ+g7VzSVka3Ru2oMkBiAByMVS1DRLe/uUvXjBlSMwlJPuuhOT+tXtLYSrHOufn4+X6Vfk00AM0ikqf0rJtrYOZU56mFHBaeT9gubdIeNiGP7pUfdx6c1oadbzxwtbuSHUfIcHr3p9zp6On2aQBiehIxtI6HNFm08CLDKxLKflOc5P1qJPW7N1aS0L2klJyYV24OQuRjmrIhnUkMo3LwTmq9tEU3SxgjbKR/jWqY/N2TLGQjp97HG4VnOXYNUSWqhUU54xg1LNBI2JUODGcdKZp6eZGIP7xxnsKvRxsYwW5AOHPuOhqJWY07kCEW2oxyw5ZXwGz2bvW5ApS4WUoNknDE+tZBgMsTRRjn7y/hWjo8pvLQRSSZZQW49e9KLWxE02W57dopVmXJDHd0/DH9aiu4Areei4A5BHfNaMaG7shIclgMrnqP736YqvLCwt2/i8vnC9Sv8Ad/z6UTs0RHfcz3jRBvkTKkDDDqW9adqGiyapp5eKNeD6HmpoYHNs8TEMY/mBPcYyT9MGm3C3YWzGnXrxfvmUyBc4O1QAR6ccVmbxuzL0aF5rGJb1U8wABsdXHVW+ncetb1g6uPLdSDkCQdic/K36VDYRJNDIJIFE0b/vQo6Kf4R7A42+2afbxrBtfaw27Q3PQ56GjdjbublsQ6GMEHc+4/TFV7qAR3TooUxyD5MjOOlS2ODGcLhgM4zin31mWtspEdw5QLyfcVb2Mno7GFeqWzBIFBQgRnZlc55BA5weme1FXbqJtyvG6BmXDbzgE+hPaisbM7I25UfKdvaGF0bcygtklTwPb1xWxDauoWK4wRLG38fIYdOKgaITxkmJslfmUDoD1/HFWbCCd5VBnBVMlWbk7SOBX0s5I8cfHt+0K4Zisykkn+8Dg1cSKJAxZ889cdKrTRiOMLIwQQzKVPXIdT/UGtKO3MiqywAoTksTjjHpXLNspaxTKk0BILKCwXqKsabHlivqAcD0qQw4KoHIWUFW4+63an2KfZrmMNFwGKOR1rOTujVbFzRw1rdtayNw5yB6e1dPaRm5tjGU5HH1xWBNbTAiY5UgZBHeuh0aRTGsxfJYDI7isr62FNX1Ip9OWUDjBUfnVE2mHwy7lb7y9CfYeldLNaIGW5KZAJBXPf1qhe2GDuCHcMkn19h71hJa3NaUrop6fYom2KFQUl3DJ6hsYI+o9OtaWmqLuzaIId2GKjPQr2/GqqfaUQXdigcEkvHngjsR7jue9S6X9ohhWdQVbLSDPGB3zWadmbO/UsRojEMgIzzzxitGyKArvHyuCD35FQmA3DMquBhA47ZBGR+tTWkeWKEkFhlAR/F6fzqHZMRNKhV98eBg4HuKfYxtbahujYlWAwB78VYhhFxCLgIegUgjoaDbZIJyDHkgA9ex/SpulLUd9LGnaxeU+wKSjDIP44PH4VO0aQudpYKOCCOqkZz+tV7KZ2CSLuwwwR1xwAP0Aq/dRl4UJmGQgH+yCDuXJ9+n0q7pmEklIy57Y28+8oSVIB5HzgZb9fu1A0Jt4nhK5CEyIT3xWndRb1WYpkKuRt7nI4/MD8M1FJZ+ZxtDh4SqZPHPSpNoEFzD/pn2qGdhLF8pGOHU9j9entTyyXCbnRUP/LRRyQe3Sia7it4obxkbEqMJcDJBBwfy61PsaSM3cSxttIDKnIlQjt7/AFqVJ3K5UWdKkWLCSgnkjI78fyrQV1c+Qm4EnAZuxxn+lZ0SMsQ8kBhtBVjwQueCPx4q/bz71KqVLjrjqD61opNGM4vcwdb0x7C9W6hkMcV0SSydYnHb0welFdLewW9zbeS8e5GYYwcEH1orOcbyLjUaR8l2scgzGjN8pznuT3qDXNbsPDSs99KQdm+J+m4DkgD17c1pRiO2KytwMEGvLP2iPEsKNbadH+8Eg3KynBf3HuMjjvnqK+moUXXrxijyatVQg2bfw7+LieJ9Rn0XX4o7aR1CwOq4DncSpJPtx9a9K0bE9uiyvg/MjjHRgeQR+VfItrr80V1F9jlxtGJDnBOOc+2Pxr6J+Efxc0LxbZpb32pJb6rCFW4gncL5wAxvTOMjoD36V6GZ5RLDU41Ke3U5MDmEcRJ05OzR6AbAOfMZMCQ5yOgYU42Sb2LqCWAIx6irX2izs1UXd9FGpHG9wufpmsDxX8RfCvhaI31zqcZC8bVbJI9h3r55Jydkn9x6vPFfE1Y6axgFxZCNpAGjJOO+Dx/Sn6ZqcemySQXB+VOdwGce556V4T4k/alMDyTeDtWWRySDbzW5IZfrXA6p8ePHHiO6SZ1a0lQEFoIim4e4yQa9DD5JmGI96MbI46uZ4ai9Xc+tdQ+K/hfTIdtzeRyEZ4jbJBHqe1Zi/H/4dSMsGqS3FoWORPLATGCP4twPK+pHSvmDSNW1fVcSS3e0uQDvQjJz1J6Emvov9n34Aah4p+zeIPFVlI1mHWTFr80gUDhsBWUn0yR7g16keHaUYN1JannSzlp+5E7ez1vQLjzJtP120eFsl2juFKx8cEkE4B7evSr2nT2czspmUkDbtWQZIYcEeua6Dxf8EPhNqCQW0vh+3DyYSO+sbQ27AZ4WQRja6ejdupHFb2m/CDSPCelQmwtISkeNj3LKWA9ATnd9SPwrzpZHC7amdlPONF7px2lGS7gjaFWkUKFZkjJxg7eePeuh0nwJruozpLb2LCJmGJHGAoJxkevXp712+meE3urcWuozJ5obcxESqyKTkABWC498E/StmACwvraOzmkaO3YHbIMA4Na08nw9NXnK5nUzmpJ2hE4qw+F/iBmkh8pN7NiNWfGeMgj3qWH4V+MLq4ER0hkbcEbfwBxnPuOK9W09FvGk8qImUbXJUcD2FdfomjQzRJcXkZ+ZPkbHX1B9DnFNZRhKjepi84xMXdo+eIfh/wCK7K3kebQ5QiTeU2PmKvjoQOgxj5unPtSC0vZrR7ea1dJIkMrR+WSdqnaWI6kbuN3QZHrX0k2jRmd3t4ysgKiQt0kxnGc9QM1JdeDrfVbi1v5tPj+22Tv5c3lDZLG6hXicd1ZSeOzBWHSsamQ0mrwkVHO23eUT5hsVRS6NhSq7m7nIXIOPTbk/RT6Uv9ntEhQwZ2H5cnBx2r3/AFr4A+Fb+/aaC2ezDlQ6wdBt3ggA9irAe2wdec8Z4o/Z+8V6TcCPSWW8jJCKD8rg7QQCCSATnjnmvMr5TjKC0Vz0cPmuErPV2PK72zjtwAFBAmWVMrxhuGGPxzUN1pU1lP5um3JUoM7FGVcHnB9K6m/8G+IbG0VNU0eeIq/lqzr1J4X8yRWTfWOr6XKiG1YKxBljdSGGO4B5I9hXmTpVIbpnrQqQns0VLZVuAFV8EgsuOgOOU+g61ZtIWtiGfrnB46+1TrpzyOklsAkcr/uiRgiTqVPpkcZ96umF5IhLCgIkGVJ7AcEf7wPUe4rNSd9QnzPZD41inXITCsVDAHGD7f19vpRS2ZaONYSvyBs7evPv7dvzHeim7XMmmfHvia7eGJ4kXDDJrwz4zX97eNHb3lsY4+THMh+4e2Pb29hXtnixZJ03p0P3jntXlvxR8Hapr+numnspcEFSzsFH+FfbZbKNGupyPCxkZTo2R5csyyKhuwsjLwksXLD6gcfXNJJsuZAxchxyZ0chs9vcY9iK57WFuvC129tdW0czeZh3srjcASe/Awfzp0WoyshCXMaqeQGIJ/Svt4xjOF1qmfHznOlU10OnPiL4g2yG0sPGd+YCMfNc549PmyTUXl6xN++1HWWkY9d6kE/jnmsSLVCsISS8jAH90Gklv5pEUQTFRkbsAnC+vNTDCUoSuor7hvF1GrNs6K3tbSGYPmSRhzxNtx+ea17HXrKP5J3VscbE+dh+AxXL6XYzE+deXTmPacsDgEdj/wDW9q9U+CfwsOv6lHqVzYyG0jwUaJcl2Jz25NaTjGCu9jODlUkdR8Ffh9H44uE1K+TULWyRl2tPakeZjoRuGMGvsT4SWFjokcVtpHiK7smGAggSNUfj7uw5U+5IrkfhDaR+H7VYptDmERKja3BQ/RgcV61HNYeRHPYafCsiEFRJArMR3I4xn3715OIquon2O2Ksbeg282q3rw6naXa/Z1zFPaQ4icnuuc7H9YyCPrWnqGlwatbRyGdboRNtLvAqvx/CQp6/8BWs3Rdf3RCeOF92ABPaTOjFewwecDtkcGtsXDX9iUbUQ4PPMIyp/wBsjHPuMmvOceiN1sUtKsraS+FuYjEY1BRnOGz7ccita806+0yVJ3tYrlShfdEdzBcjgjqe3SqGlzrFAbaa+eWMZEYuXyyn2I5x9at2Oh3a3sOrwXygxtlfk3AfhTcG3YcZRg3c1fBupXcq3FveWSEySb4EQ4Kg8ZwenToa72xWCPToIQ5b94NwxXJaHHcW9+LxLRWDnk9CTnJro72/zEHi8yOQfwlQB+H+NbqlomcjqJM6i0sGnv7h7i3LROgCADoR3Ht0rpPD+j2klnOgIklQcxkfeBwcj6cD865zw/4ljbS0N0MFOpJ5Ix0rf+Hz3d/cHUblthkT5VC4AHb8+tbxo2RlKd2W7rSkmtwpjCzx42yMAQ65zxxVebS4XnupwUwUA8lhnJLBGUZ5ySwIPUVr3yS2VyVKAgdAe2D2qjDdJeGRo4xvViffOc5/Oo+ruRaraGNeeEdFvdOla/s0nWMrtQ8kEchvqMVga38LvCviGaKbXNLjdokJjlCjcox19zXeS2y/ZCYkPmA/LzwR7+tZutO8MjJbgIxKhBnOB3rnrUIp3kroqniKkdpM80u/2atBubBoId2+MBplQ4LAtjIBHscn0ryvxl4J1PwhrL2t2rNGz5JxjeezD0OBg/QV9UaLeL9simRydrbPMzncMcgj8Kzvjb8J4/GfhWZ9ERDfbfMtSMDLg/dJ9GBI9iQa8jH5bRrUG6aSdj1sBmlalXSqSbiz5S8h/N3iMKvbH9aK0bvRr3TLq402+heKWCRkeFhkoR1DehByPcYNFfExhXi2rH2kJKpFSi9D4u1Gw+0WzNtGRwFDdRXJ6xpNyoIdPkZTk9gBXf6fD5wAJOwjGe5rI8XabLZyWoNoz28yNFPJESwjY/dJA6V9NGs6bPJ9nedmfPnjL4XP4iv5poLh4SNxDum9gvfaOg/GvONa8D3+lXC6faKx3N99R5ksvtwMKfbFfU//AAh6TXAimhbAUCQQldjnOVznoc4pk3w5hsZpL7TtIiN+6FYp258gn+IDoMe1e5hM7jQjyzZ5uNymFZto+XLrwdfaVcR2V8jS3UigraR98/dyR0I71e0/wx4o1S+GnWOiXFzPgDyLWEuy49+BX0t4S+AOkaeXlvCz30rE3V44yxZj0XPAPqfTpXfeE/BPhrwbB5NlZW8IUksxGAWA5BJ5YnrzXVV4mpwVoK77HDDIE9W9D5z8Ifs2fEW6X+3fFcYs7eNd6WvDST4HOeykDt7V9BfATwBrnibRllgha0tLeXy1mjRlOASOCOvv706e8uPF0Z0/TXltLTDRNdxKDknoMf3T0zXp/wAAtN0rTtPHhuWExzRSbfuZBb1yPXrjtmt8JicZiY89fRdEY4ilhaD9nS1NOx8CSeFNm3U5yTyZ5JXYOPTk/wBK6WDxHNY20dtK8DxuMKJYirIPUMK6DW9Kig0uKOQKywsQ2+MkD2BHOKwrtTHaG1j8vbx8isWJ/ArxWkmndHN1Lqa0tvEs0d00TEj5lJ3H86e3i+eG5jFrchjkFvNbDD35zz9KwdbtLi40wusheRjsCw5UhvfPP4VX8JWt9ql2sP2Us0LAMpjOfyO7+dc0Y3kbJpRPavBsFtr9sBNp4t2JOGaHcrcZ6g8V1beFNYjhAsreCRAMHynwT9RXO+BNLe1tFEsLoQudoJGePQV2FpeXcAzbkqoGWA3HP1ruhCGzOOpOV9Dmru21rTJ/OmsHSMMOshAP0ra0TXWvUEJg8s5O3e+4fn2qbVrhdYtHgMnlk9WwQDWNBp+o2z/Z7aWMqOSVUA/nW8aaTsc0paanUrcSBMsC2cBtp4/KvS/htqNpLYi1bO0KAuE6Y/wryrTYbqNFkliZhnb8pHB/H613Hgg3MLB7mUqoPGBx+lacmhlJux2niydrHZdKDIpOGJHJ9zWXpDrJfmSL5g5xj3q74m1ayvNFESkCRBnp1rL0GNvMjntiQnU7jwDUxhqJSNaJjGs+4bsH93nsPQVyetyzi+dEYAtzjPQV1byxwWzXEv3Cm5m9M1w9zqK6xfy3PCoz7BxwFB61z1YGkZmp4e1S20ydUYkl2Ixu/iPAI/HBrtrW+jLLC4VGKkjccq/GD+PNeaarp8OnW8etT3YjVJB5QxkuemBXQQ6/bRxW13O7Dy4stslLYyRwa8Wu2qmh6VKkpwNTXPAfhDXriW+1Pw1azPIcvMBtLHaV5I68beT6UVT1Xxaun2wuI4VeADMhjYBk77iO49c0VxujSf2V9x1Rr4imuWMnb1Z+TGiyLEFhZH3QuQ5k5z9K2JbVbiD96oKuMY9azrO12zgFAoeMAZboe1bFhGGXyZBuKjg+9ePNvkR9JKepl3GgwwRh7UAAJtYEcEelSW9lBHEvlRMUfgr2Rvb9a1rVBgQYxz0x0/CkayfzmhGCJOARxg9c5/CueSbNYzuZ8NuFly8uM/KR6elYHxJudYmsbfRNCzJc3LEBV+8zIQygexAI+tb2tX+n6Jp0ur61MIYoUZmlcEAED16HPFYHhO1g8YXEWv6hdQo88qS2s4nYSRbWwuCn3VPUgjnGe1etk+Aq4iqqlRe6jix+Mp0abjF+8dn4S8Jx38sU9tIbC7KFZILuArGZSc7XHfOTg9j17V6b4G8HxaRbbLy1WFmP7u7gcB4iDwrA/eHYY7VW0aTUQkVzrelPckIPNuLYKxk54JBZQ4xjkfN68YrpbPxWkyP9jtrhjkANKGQAjgL84J6Y4Br7Xljyu2x8jKclO7H3MusECRr1IyVxJsb749cVU1W2njsNzyOCB+7I+Yj6g9KsyiLzGneVVkDYVAG4b2J5NJayR6hvtpmLs3DAck1yON4tGiqXOXl01pZo4pRKzZGd0u0HnoQOv0rt/h74auNKfzbclXkbmNeFx6VQ03wZq8l9/aD2jGIgNHG2cn0IFdp4dtr0DMaEMh5XHIPvTpUHFXCdZJWO/wDDVtFBag3eCcD5c1f1F4iuRIVQ8ItchZapc2TM8uSp4VQc4962rK/N0qzzuMfwjP3j6j8M11QT5jjlNk1+7SIkERAyw5PerkEo0uASCFC3JJzxVZ3RY/tCREgcBiOMe1VIb+3vJQHlZhyAq8gmuowbuadv4ma7nEF1EgjzzsO3H1rrLXxraQ2JgiURALgFuSa83u7yG3uvkZlYfcXbkE+9VbjxBeBwl3ORzjpx+FOew4xk2eoaf4mF7GMXHy7sOo7fSuj0XVIbZQcDy815L4F16GTVptPnJYyoTD2yfQV2Nrr4a0CbNzxjMsfQ7R3HvSHJM6Tx3r/2TRiIsfveVT0Xua4yw1KGytCJn43/ACk9CT70/wAY6qNR0lZ4r0MYEAML4WQD6da5i91URaR5cupFWUnzYmj4IPQj3HrXNW2ZdPc6mHxQLqCaGWJbnbEEjjmlCknPAVjwpJ6E0Xvi7WbRYzZzebI8YJQMu9scFl4G4kEhlPXaDXl9/rlzaM2miRgiR5jhQ5BPXk/xfTt17VOmvay0sU4kWENId4WRXIGByAx56dBzXzVRSlUuz26UbU0z0zSLiPWpBJ4avlgmA3/2VdElZD/sk8pznj1orm/Cl/4hudVgs9XmiXzpGFjeJEqusgXIQgHcCwBAz1xxRW0IKxlOXvHwCmUZgjkKqgevJNaMM7oFkUbSODVC2fbw6g5IJ9yev4CrNmCXMDuuGbC896+Z5rbn1jirGuqqY0lc8H0H+cUavqGkaNph1bU7kLCh646EYPPpwf1qx4etJ9UeLSLGHzbieQxRQr/y0fO0Lk+pNO/bU+ENt4K+AktzLLcm6sIPN1FbWQ5LkqNp45C85Hpz2r0sBgJ4r338KPPx2NhgkoL4mfMfxx+MsfjPXZYpnebRLSUNbWO4qsjqfvMV5I4HFZXhn9qXUdH1DYoaNN4UJ1Ax/CBjP0xXmrf25rl79gtbOORX4hkRmJIY5HGP1r1j4S/BE2di2oX2jx3WoZa5t0xnYFUszMCOAoGT6V9ivY4SjGO77HzdONTE1JTvp3PTPD37Wup6k/kWsq4jb5jjPQDIx1/CvT/CPxV8S+JHhlMKIGXHmxyLuKE9AATtPfJxXwrq/iiNPFUgsbm3+zQyRlb5AUaRvvOABwQWJH0Ga9i8K/Fiz1ySItIVSMKAikqU+gUjj3JOetayUPZppGcU5Npn2NoayTXInvtYBKKCz+Z8oPcAH5j+XrXonhK38L2LJqb3ccrNgLk4z+B5r5y+EniXT7uwCyXcbP8Aw7pd7BR39hXoUXxJ8J6a8NqmuQ+ezAcnAGfcjGK5lOncuVKSWh7lNrFoWaJNnmy8kKBhF7URXtraYERUBgCxBwa8Gi+O2jQzk2nmMUlKiQKSpA9DWncfF6Oe0L2L752jUbB6+1U8bSjHchYOq3dpnr6+IrZp/KOQATknHFaegeIodR1MWqTqEiXdJngKvrXzbD8RPFDxOm1vNYtsY9B6Ctrw74y1qAvFd3ZH2iUl9pwAgAwCe3fj6VnSx+HlOyaNZYCqo3sfSVz4l0zUPLsoZFSMxszyAHhFxlsdec4qzaXmmbnijQxQQovcZJbGMn3zXh2h/EeKYGYXIIkdURQD8sSEnBPqSa6Cx8cnUjBAs64NwXuMNwQqM3X2wBXpKcHszhlRnHRo9M1VLee48+1Cqg42lMgj1+vb8KrSWmlG0do7dFcAnnAJrM0nX4LiONJ5AQF6A/xdcZ9OR+dW9K1HSft7X8kGYIAw2yPkEk5zn0B4/Ch7kJWRmxtqGm3i6rDG6oshB3rgop6gGtrT9YvdNibW5tMnurRHAknIKkK3PKn5SORyetWl11dbvFkuI0CDd5EEqjawHUbRyQPftW5rV74T1LwvNY6zqK7vJYQ22nwqgMgGeQfvKBjk9iKTTiuYV5HP6j4j+2CPV9R02FUTISHy/MjgHbZjn86LDVrPxVaSTraQ70jcqZMg4UHHXn/gOMVWsrxV0T+y7JIZpTIWnjeTDMuOoJHWsfTZTo+p3SQoI8wkCNpN3J7Z7GuSrqi6b1OW8a6zPHZQlAYWdd4AJ4PQNkHpntn8K858V+ObrQ7/AE/7WXFrcttaaS5GyCTnlj/DnBwSePxFdR8YdQu0tku7FARChG0EYwT/APXrxfxj4rsr/RrjTLsLKrRZMIPT3I/iIOPm/wAa+eqqUq1j3cPJSpn0H4a8cy29jFcz6m95E4Bkt/P3MAPutG56sDyO1FfJnw6/aIv9P1hfC+qXkqyWpHlmdsu8YP3lIGMDjiiuqEPdMaivNlmCIROY5HPThux+lWImihlUFCTjI3Hr7cd6KK+VcU3Y+rPav2S5PBup391q96YpNThmEOnmdSfK2qd0gUjBOe/brXqvxE0zw7r2m3On61Yw3yXSP9o3hWjlAU7wR6n19qKK/QaUIYfBQUF9m58Rj5OvjPf72+R8f/EP4a+AG8TPrPhLwpZ6fDaIIkeCPAcggBj7DIH1z2rl/jjrcPwz+DNxoehtu1fxerm7u41Je005WG5FI6FivJH8Kn1oor5zLq1TEV5ym9noe3jqcaGEgoaX3PlK78K3T/a4/JPmMwaOMpgBxgkewCEH0wPWvRvAfwf8VyLDf3E62cTRgsrEnOOO3Paiivfx2IqYeinA8/AYenUdpHsPg/wS2itHMmtzLKqkGS3yFII6YNdFY6Ta2p8m8eS5Eg+9O2Rn27iiivkK+Lr1Ze8z6GlQp0/hRradPGsC2qIAFBIX0q3aXUtk6TCLAUgMOOc9x9KKK4ZOTe7OltW2Rqm8uQVaHsTz6jH3vpnipIryZB5jkt82WUHrRRURqTpv3XYzpxVRe9qTJrMyzJEs7RopyiIMfnXR6D4kW5dbK0Ty1kVg7EknOefz7UUV6eBx2I9pZs5MRhaLvdHXW3jZTcwyfaVSFNwQA4LseMfgMVoR+PpILbyoHRpmbLjsW7Lz2xyfeiivoY47EJHjxwdFxJ9H8dXDj7G+q+UX/wCQleswzszkQp6Y/M1s6r8VrH+0EhgMchkdYoLVo/mKKcqSOuWG8n/ZQL94gUUV1RxNSW5jPC0VsWdB8c28yTRCdZhG+yUKifI390MDzWpa6BdanJJqdxEUXrOFBbI7MB7cZoorphqjz5JR2Ob17wGviWz+zIVPmq4RApDEKeTjr2zXyh8cPhb498FeJJpU0W6voZeLb7OhJIJA2EDpn39KKK5MTh6XPzdTbDVZxlZHhfi7V7WPV5Le/t5bS9sJWjaEEq8RXGUbJDZ5ziiiioUIo7ozclqf/9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageFixedCrop(0.0, 0.0, 200.0, 200.0, False)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Filler\n",
    "Fill part of image with certain pixel value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageFiller\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageFiller(0.0, 0.0, 0.5, 0.5, 255)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Expand\n",
    "Expand image, fill the blank part with the meanR, meanG, meanB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageExpand\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageExpand(means_r=123, means_g=117, means_b=104,\n",
    "                        max_expand_ratio=2.0)\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### HFlip\n",
    "Flip the image horizontally"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createImageHFlip\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformer = ImageHFlip()\n",
    "image_set = ImageSet.read(path)\n",
    "transform_display(transformer, image_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
